sources <- c('CBS', 'ESPN', 'Yahoo', 'FantasySharks', 'FantasyPros', 'FantasyData', 'FleaFlicker')
scrape <- scrape_data(src = sources,
pos=c('QB', 'RB', 'WR', 'TE', 'DST'),
season = 2020,
week = week)
sim_lu <- map_df(1:10000, generate_lineup) %>%
rename(pts_base = points) %>%
mutate(position = factor(position,
levels = c("QB", "RB", "WR", "TE", "DST"))) %>%
select(lineup, Name, team, position, pts_base, pts_pred, sd_pts, Salary)
Results
sim_lu %>%
filter(lineup<=3) %>%
arrange(lineup, position, desc(pts_pred)) %>%
knitr::kable() %>%
kable_styling() %>%
column_spec(1, bold=TRUE) %>%
collapse_rows(columns = 1, valign = 'top')
|
lineup
|
Name
|
team
|
position
|
pts_base
|
pts_pred
|
sd_pts
|
Salary
|
|
1
|
Lamar Jackson
|
BAL
|
QB
|
26.09591
|
28.056231
|
1.0748850
|
9500
|
|
Derrick Henry
|
TEN
|
RB
|
21.66090
|
21.818320
|
0.9340380
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.18845
|
16.185834
|
0.0079857
|
6600
|
|
Adam Thielen
|
MIN
|
WR
|
17.71750
|
19.402860
|
1.7791200
|
7300
|
|
Amari Cooper
|
DAL
|
WR
|
16.58000
|
17.781685
|
1.9718580
|
7000
|
|
Robert Woods
|
LAR
|
WR
|
16.16750
|
16.272608
|
0.0518910
|
6700
|
|
Darius Slayton
|
NYG
|
WR
|
13.02250
|
13.209983
|
0.1630860
|
5300
|
|
Dallas Goedert
|
PHI
|
TE
|
11.68250
|
12.030944
|
0.2742810
|
5500
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
7.75000
|
7.807355
|
0.2965200
|
3800
|
|
2
|
Lamar Jackson
|
BAL
|
QB
|
26.09591
|
27.323540
|
1.0748850
|
9500
|
|
Ezekiel Elliott
|
DAL
|
RB
|
20.80250
|
21.912693
|
0.6504630
|
8600
|
|
Kenyan Drake
|
ARI
|
RB
|
16.18845
|
16.186618
|
0.0079857
|
6600
|
|
Julio Jones
|
ATL
|
WR
|
19.87500
|
25.899247
|
2.2239000
|
8200
|
|
DeAndre Hopkins
|
ARI
|
WR
|
20.03500
|
23.217277
|
1.7791200
|
8300
|
|
Anthony Miller
|
CHI
|
WR
|
12.57250
|
14.091927
|
1.0378200
|
5700
|
|
Adam Humphries
|
TEN
|
WR
|
10.38500
|
11.245660
|
0.9859290
|
4700
|
|
Jonnu Smith
|
TEN
|
TE
|
10.74500
|
10.744173
|
0.0667170
|
4900
|
|
Detroit Lions
|
DET
|
DST
|
4.40000
|
7.269174
|
1.3343400
|
3400
|
|
3
|
Kyler Murray
|
ARI
|
QB
|
21.80904
|
24.217743
|
0.8924872
|
8000
|
|
Derrick Henry
|
TEN
|
RB
|
21.66090
|
22.123575
|
0.9340380
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.18845
|
16.188116
|
0.0079857
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
22.50000
|
21.702391
|
0.8895600
|
8600
|
|
Adam Thielen
|
MIN
|
WR
|
17.71750
|
20.196513
|
1.7791200
|
7300
|
|
Calvin Ridley
|
ATL
|
WR
|
17.57000
|
18.355824
|
1.3343400
|
7100
|
|
Danny Amendola
|
DET
|
WR
|
10.22500
|
13.702536
|
2.5352460
|
5200
|
|
Chris Herndon
|
NYJ
|
TE
|
11.21750
|
11.944508
|
0.2891070
|
5100
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
7.75000
|
7.666633
|
0.2965200
|
3800
|
ggplotly(sim_lu %>%
group_by(Name, position, Salary) %>%
dplyr::summarize(lu = n_distinct(lineup)) %>%
ungroup() %>%
group_by(position) %>%
top_n(10, lu) %>%
ungroup() %>%
arrange(position, desc(lu)) %>%
mutate(Name = factor(Name),
Name = fct_reorder(Name, lu)) %>%
ggplot(aes(x = Name, y = round(lu / 1000, 2), fill = Salary,
text = paste(Name, "in", lu, "lineups with", Salary, "salary"))) +
geom_bar(stat = "identity") +
facet_wrap(~position, ncol = 2, scales = "free_y") +
coord_flip() +
scale_fill_viridis_c() +
xlab("") +
ylab("Lineups (thousands)") +
ggtitle("Top 10 Players By Position")) %>%
ggplotly(tooltip = "text")
plyr_lu <- sim_lu %>%
group_by(Name, position) %>%
dplyr::summarize(lu=n_distinct(lineup)) %>%
ungroup()
ggplotly(projections %>%
filter(avg_type=='weighted') %>%
mutate(Name = ifelse(pos=="DST", last_name, paste(first_name, last_name))) %>%
inner_join(fan_duel, by = c("Name", "position")) %>%
select(Name, team, position, points, Salary, sd_pts) %>%
left_join(plyr_lu, by='Name') %>%
replace_na(list(lu=0)) %>%
mutate(lu_bin=ifelse(lu==0, '0 Lineups', '>=1 Lineups'),
lu_5=cut(lu,5, labels = FALSE)) %>%
ggplot(aes(x=Salary, y=points, color=lu_bin, size=sd_pts, text=Name)) +
geom_point() +
theme_minimal() +
scale_color_manual(values = c('red', 'blue'), name="") +
geom_smooth(inherit.aes = FALSE, aes(x=Salary, y=points), method = 'lm') +
ylab('Projected Points') +
xlab('Salary') +
ggtitle('Who makes it into Optimized Lineups?') +
scale_x_continuous(labels=scales::dollar))
sim_lu %>%
group_by(lineup) %>%
mutate(lineup_pts=sum(pts_pred)) %>%
group_by(lineup, position) %>%
mutate(n=n()) %>%
select(lineup, position, n, lineup_pts) %>%
distinct() %>%
spread(key=position, value=n) %>%
filter(RB>=2, TE>=1, WR>=3) %>%
mutate(flex=case_when(RB==3 ~ 'RB',
TE==2 ~ 'TE',
WR==4 ~ 'WR')) %>%
group_by(flex) %>%
dplyr::summarize(pts=median(lineup_pts),
cases=n()) %>%
knitr::kable() %>%
kable_styling(full_width = FALSE)
|
flex
|
pts
|
cases
|
|
RB
|
153.6999
|
2216
|
|
TE
|
154.2694
|
42
|
|
WR
|
154.4912
|
7742
|
lu_df <- sim_lu %>%
group_by(lineup) %>%
dplyr::summarize(lineup_pts=sum(pts_pred),
lineup_sd=sum(sd_pts)) %>%
ungroup()
pto <- psel(lu_df, low(lineup_sd) * high(lineup_pts))
ggplot(lu_df, aes(y=lineup_pts, x=lineup_sd)) +
geom_point() +
geom_point(data=pto, size=5) +
ylab('Lineup Points') +
xlab('Lineup Points St Dev') +
ggtitle('Lineup Points vs Uncertainty',
subtitle = 'Pareto Lineups Bolded')

psel(lu_df, low(lineup_sd) * high(lineup_pts)) %>%
left_join(sim_lu, by='lineup') %>%
group_by(lineup) %>%
arrange(lineup_pts, position, desc(Salary)) %>%
select(lineup, lineup_pts, lineup_sd, Name, team, position, pts_pred, sd_pts, Salary) %>%
mutate_at(vars(lineup_pts, lineup_sd, pts_pred, sd_pts), function(x) round(x, 2)) %>%
knitr::kable() %>%
kable_styling(fixed_thead = T) %>%
column_spec(1:3, bold=TRUE) %>%
collapse_rows(columns = 1:3, valign = 'top') %>%
scroll_box(height = '700px', width = '100%')
|
lineup
|
lineup_pts
|
lineup_sd
|
Name
|
team
|
position
|
pts_pred
|
sd_pts
|
Salary
|
|
9813
|
148.35
|
3.66
|
Kyler Murray
|
ARI
|
QB
|
23.08
|
0.89
|
8000
|
|
Ezekiel Elliott
|
DAL
|
RB
|
21.46
|
0.65
|
8600
|
|
Derrick Henry
|
TEN
|
RB
|
20.76
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.19
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
21.44
|
0.89
|
8600
|
|
Robert Woods
|
LAR
|
WR
|
16.34
|
0.05
|
6700
|
|
Darius Slayton
|
NYG
|
WR
|
13.24
|
0.16
|
5300
|
|
Jonnu Smith
|
TEN
|
TE
|
10.73
|
0.07
|
4900
|
|
Houston Texans
|
HOU
|
DST
|
5.10
|
0.00
|
3000
|
|
3856
|
151.86
|
4.15
|
Lamar Jackson
|
BAL
|
QB
|
26.40
|
1.07
|
9500
|
|
Derrick Henry
|
TEN
|
RB
|
22.02
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.19
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
23.58
|
0.89
|
8600
|
|
Robert Woods
|
LAR
|
WR
|
16.18
|
0.05
|
6700
|
|
Michael Gallup
|
DAL
|
WR
|
14.59
|
0.44
|
6000
|
|
Darius Slayton
|
NYG
|
WR
|
13.16
|
0.16
|
5300
|
|
Chris Herndon
|
NYJ
|
TE
|
11.24
|
0.29
|
5100
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
8.51
|
0.30
|
3800
|
|
8361
|
152.51
|
4.34
|
Lamar Jackson
|
BAL
|
QB
|
26.92
|
1.07
|
9500
|
|
Derrick Henry
|
TEN
|
RB
|
23.37
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.18
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
22.20
|
0.89
|
8600
|
|
Robert Woods
|
LAR
|
WR
|
16.15
|
0.05
|
6700
|
|
T.Y. Hilton
|
IND
|
WR
|
15.73
|
0.86
|
6300
|
|
Darius Slayton
|
NYG
|
WR
|
13.27
|
0.16
|
5300
|
|
Jonnu Smith
|
TEN
|
TE
|
10.66
|
0.07
|
4900
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
8.02
|
0.30
|
3800
|
|
3765
|
152.93
|
4.48
|
Dak Prescott
|
DAL
|
QB
|
22.16
|
0.06
|
8300
|
|
Derrick Henry
|
TEN
|
RB
|
22.32
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.20
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
23.48
|
0.89
|
8600
|
|
Adam Thielen
|
MIN
|
WR
|
19.80
|
1.78
|
7300
|
|
Robert Woods
|
LAR
|
WR
|
16.20
|
0.05
|
6700
|
|
Darius Slayton
|
NYG
|
WR
|
12.94
|
0.16
|
5300
|
|
Chris Herndon
|
NYJ
|
TE
|
11.64
|
0.29
|
5100
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
8.20
|
0.30
|
3800
|
|
800
|
155.29
|
4.52
|
Lamar Jackson
|
BAL
|
QB
|
27.83
|
1.07
|
9500
|
|
Derrick Henry
|
TEN
|
RB
|
23.34
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.19
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
23.21
|
0.89
|
8600
|
|
Calvin Ridley
|
ATL
|
WR
|
19.32
|
1.33
|
7100
|
|
Robert Woods
|
LAR
|
WR
|
16.25
|
0.05
|
6700
|
|
Darius Slayton
|
NYG
|
WR
|
13.25
|
0.16
|
5300
|
|
Jonnu Smith
|
TEN
|
TE
|
10.79
|
0.07
|
4900
|
|
Houston Texans
|
HOU
|
DST
|
5.10
|
0.00
|
3000
|
|
683
|
155.63
|
5.96
|
Kyler Murray
|
ARI
|
QB
|
22.63
|
0.89
|
8000
|
|
Derrick Henry
|
TEN
|
RB
|
23.80
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.21
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
23.55
|
0.89
|
8600
|
|
DeAndre Hopkins
|
ARI
|
WR
|
21.38
|
1.78
|
8300
|
|
T.Y. Hilton
|
IND
|
WR
|
16.96
|
0.86
|
6300
|
|
Darius Slayton
|
NYG
|
WR
|
13.01
|
0.16
|
5300
|
|
Jonnu Smith
|
TEN
|
TE
|
10.66
|
0.07
|
4900
|
|
Indianapolis Colts
|
IND
|
DST
|
7.45
|
0.37
|
3600
|
|
2456
|
156.35
|
6.03
|
Lamar Jackson
|
BAL
|
QB
|
27.18
|
1.07
|
9500
|
|
Derrick Henry
|
TEN
|
RB
|
22.17
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.19
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
23.77
|
0.89
|
8600
|
|
Calvin Ridley
|
ATL
|
WR
|
21.04
|
1.33
|
7100
|
|
Anthony Miller
|
CHI
|
WR
|
14.44
|
1.04
|
5700
|
|
Darius Slayton
|
NYG
|
WR
|
12.81
|
0.16
|
5300
|
|
Chris Herndon
|
NYJ
|
TE
|
11.23
|
0.29
|
5100
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
7.51
|
0.30
|
3800
|
|
1707
|
157.58
|
6.20
|
Lamar Jackson
|
BAL
|
QB
|
28.36
|
1.07
|
9500
|
|
Derrick Henry
|
TEN
|
RB
|
22.91
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.19
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
23.54
|
0.89
|
8600
|
|
DeAndre Hopkins
|
ARI
|
WR
|
23.61
|
1.78
|
8300
|
|
Darius Slayton
|
NYG
|
WR
|
13.17
|
0.16
|
5300
|
|
Adam Humphries
|
TEN
|
WR
|
10.87
|
0.99
|
4700
|
|
Jonnu Smith
|
TEN
|
TE
|
10.77
|
0.07
|
4900
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
8.17
|
0.30
|
3800
|
|
8128
|
159.00
|
6.43
|
Kyler Murray
|
ARI
|
QB
|
22.98
|
0.89
|
8000
|
|
Derrick Henry
|
TEN
|
RB
|
23.01
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.20
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
23.08
|
0.89
|
8600
|
|
Calvin Ridley
|
ATL
|
WR
|
19.89
|
1.33
|
7100
|
|
Parris Campbell
|
IND
|
WR
|
13.01
|
0.58
|
5300
|
|
Darius Slayton
|
NYG
|
WR
|
13.11
|
0.16
|
5300
|
|
Travis Kelce
|
KCC
|
TE
|
22.62
|
1.63
|
7800
|
|
Houston Texans
|
HOU
|
DST
|
5.10
|
0.00
|
3000
|
|
8963
|
159.31
|
7.02
|
Lamar Jackson
|
BAL
|
QB
|
26.93
|
1.07
|
9500
|
|
Derrick Henry
|
TEN
|
RB
|
22.93
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.18
|
0.01
|
6600
|
|
Nyheim Hines
|
IND
|
RB
|
14.70
|
1.59
|
5500
|
|
Davante Adams
|
GBP
|
WR
|
24.56
|
0.89
|
8600
|
|
Adam Thielen
|
MIN
|
WR
|
21.11
|
1.78
|
7300
|
|
Darius Slayton
|
NYG
|
WR
|
13.34
|
0.16
|
5300
|
|
Chris Herndon
|
NYJ
|
TE
|
11.19
|
0.29
|
5100
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
8.38
|
0.30
|
3800
|
|
4966
|
160.34
|
7.45
|
Kyler Murray
|
ARI
|
QB
|
25.02
|
0.89
|
8000
|
|
Ezekiel Elliott
|
DAL
|
RB
|
23.19
|
0.65
|
8600
|
|
Derrick Henry
|
TEN
|
RB
|
22.80
|
0.93
|
8300
|
|
Nyheim Hines
|
IND
|
RB
|
13.36
|
1.59
|
5500
|
|
Davante Adams
|
GBP
|
WR
|
23.06
|
0.89
|
8600
|
|
Amari Cooper
|
DAL
|
WR
|
21.04
|
1.97
|
7000
|
|
Darius Slayton
|
NYG
|
WR
|
13.29
|
0.16
|
5300
|
|
Jonnu Smith
|
TEN
|
TE
|
10.73
|
0.07
|
4900
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
7.84
|
0.30
|
3800
|
|
2412
|
160.62
|
7.73
|
Lamar Jackson
|
BAL
|
QB
|
27.85
|
1.07
|
9500
|
|
Derrick Henry
|
TEN
|
RB
|
24.18
|
0.93
|
8300
|
|
Tarik Cohen
|
CHI
|
RB
|
13.07
|
1.04
|
5000
|
|
Davante Adams
|
GBP
|
WR
|
23.09
|
0.89
|
8600
|
|
Julio Jones
|
ATL
|
WR
|
23.47
|
2.22
|
8200
|
|
Calvin Ridley
|
ATL
|
WR
|
19.96
|
1.33
|
7100
|
|
Darius Slayton
|
NYG
|
WR
|
13.14
|
0.16
|
5300
|
|
Jonnu Smith
|
TEN
|
TE
|
10.77
|
0.07
|
4900
|
|
Houston Texans
|
HOU
|
DST
|
5.10
|
0.00
|
3000
|
|
7385
|
162.00
|
7.83
|
Kyler Murray
|
ARI
|
QB
|
22.44
|
0.89
|
8000
|
|
Derrick Henry
|
TEN
|
RB
|
23.74
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.19
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
23.21
|
0.89
|
8600
|
|
Adam Thielen
|
MIN
|
WR
|
21.58
|
1.78
|
7300
|
|
JuJu Smith-Schuster
|
PIT
|
WR
|
22.96
|
2.22
|
7100
|
|
Anthony Miller
|
CHI
|
WR
|
15.06
|
1.04
|
5700
|
|
Jonnu Smith
|
TEN
|
TE
|
10.87
|
0.07
|
4900
|
|
New York Jets
|
NYJ
|
DST
|
5.95
|
0.00
|
3500
|
|
5218
|
162.03
|
8.03
|
Dak Prescott
|
DAL
|
QB
|
22.08
|
0.06
|
8300
|
|
Derrick Henry
|
TEN
|
RB
|
22.07
|
0.93
|
8300
|
|
Tarik Cohen
|
CHI
|
RB
|
12.21
|
1.04
|
5000
|
|
Davante Adams
|
GBP
|
WR
|
23.64
|
0.89
|
8600
|
|
DeAndre Hopkins
|
ARI
|
WR
|
24.66
|
1.78
|
8300
|
|
Calvin Ridley
|
ATL
|
WR
|
21.90
|
1.33
|
7100
|
|
Allen Lazard
|
GBP
|
WR
|
16.98
|
1.63
|
5600
|
|
Jonnu Smith
|
TEN
|
TE
|
10.77
|
0.07
|
4900
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
7.71
|
0.30
|
3800
|
|
8218
|
162.06
|
9.03
|
Lamar Jackson
|
BAL
|
QB
|
27.92
|
1.07
|
9500
|
|
Derrick Henry
|
TEN
|
RB
|
23.37
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.20
|
0.01
|
6600
|
|
Julio Jones
|
ATL
|
WR
|
24.77
|
2.22
|
8200
|
|
Calvin Ridley
|
ATL
|
WR
|
19.96
|
1.33
|
7100
|
|
Allen Lazard
|
GBP
|
WR
|
15.19
|
1.63
|
5600
|
|
Darius Slayton
|
NYG
|
WR
|
13.11
|
0.16
|
5300
|
|
T.J. Hockenson
|
DET
|
TE
|
13.97
|
1.36
|
5600
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
7.57
|
0.30
|
3800
|
|
1216
|
162.20
|
9.67
|
Josh Allen
|
BUF
|
QB
|
25.12
|
1.04
|
8200
|
|
Derrick Henry
|
TEN
|
RB
|
21.97
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.18
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
25.40
|
0.89
|
8600
|
|
Julio Jones
|
ATL
|
WR
|
22.24
|
2.22
|
8200
|
|
Amari Cooper
|
DAL
|
WR
|
19.73
|
1.97
|
7000
|
|
Danny Amendola
|
DET
|
WR
|
15.72
|
2.54
|
5200
|
|
Jonnu Smith
|
TEN
|
TE
|
10.73
|
0.07
|
4900
|
|
Houston Texans
|
HOU
|
DST
|
5.10
|
0.00
|
3000
|
|
4270
|
162.44
|
Josh Allen
|
BUF
|
QB
|
22.87
|
1.04
|
8200
|
|
Kenyan Drake
|
ARI
|
RB
|
16.19
|
0.01
|
6600
|
|
Nyheim Hines
|
IND
|
RB
|
13.51
|
1.59
|
5500
|
|
Davante Adams
|
GBP
|
WR
|
22.75
|
0.89
|
8600
|
|
Julio Jones
|
ATL
|
WR
|
25.76
|
2.22
|
8200
|
|
JuJu Smith-Schuster
|
PIT
|
WR
|
23.21
|
2.22
|
7100
|
|
Calvin Ridley
|
ATL
|
WR
|
19.70
|
1.33
|
7100
|
|
Jonnu Smith
|
TEN
|
TE
|
10.82
|
0.07
|
4900
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
7.63
|
0.30
|
3800
|
|
6902
|
162.92
|
9.95
|
Ryan Tannehill
|
TEN
|
QB
|
19.75
|
0.89
|
7000
|
|
Derrick Henry
|
TEN
|
RB
|
22.73
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.19
|
0.01
|
6600
|
|
Davante Adams
|
GBP
|
WR
|
22.68
|
0.89
|
8600
|
|
DeAndre Hopkins
|
ARI
|
WR
|
26.07
|
1.78
|
8300
|
|
Adam Thielen
|
MIN
|
WR
|
20.28
|
1.78
|
7300
|
|
Danny Amendola
|
DET
|
WR
|
16.26
|
2.54
|
5200
|
|
Chris Herndon
|
NYJ
|
TE
|
12.05
|
0.29
|
5100
|
|
Miami Dolphins
|
MIA
|
DST
|
6.91
|
0.85
|
3600
|
|
3154
|
165.47
|
10.06
|
Lamar Jackson
|
BAL
|
QB
|
28.89
|
1.07
|
9500
|
|
Derrick Henry
|
TEN
|
RB
|
22.43
|
0.93
|
8300
|
|
Kenyan Drake
|
ARI
|
RB
|
16.19
|
0.01
|
6600
|
|
Nyheim Hines
|
IND
|
RB
|
15.62
|
1.59
|
5500
|
|
Julio Jones
|
ATL
|
WR
|
27.55
|
2.22
|
8200
|
|
Amari Cooper
|
DAL
|
WR
|
19.87
|
1.97
|
7000
|
|
T.Y. Hilton
|
IND
|
WR
|
16.22
|
0.86
|
6300
|
|
Jonnu Smith
|
TEN
|
TE
|
10.76
|
0.07
|
4900
|
|
Arizona Cardinals
|
ARI
|
DST
|
7.93
|
1.33
|
3600
|
|
3698
|
166.68
|
11.54
|
Josh Allen
|
BUF
|
QB
|
25.07
|
1.04
|
8200
|
|
Derrick Henry
|
TEN
|
RB
|
21.96
|
0.93
|
8300
|
|
Austin Ekeler
|
LAC
|
RB
|
16.63
|
0.72
|
6900
|
|
Calvin Ridley
|
ATL
|
WR
|
19.90
|
1.33
|
7100
|
|
John Brown
|
BUF
|
WR
|
20.16
|
2.02
|
6400
|
|
Anthony Miller
|
CHI
|
WR
|
15.28
|
1.04
|
5700
|
|
Danny Amendola
|
DET
|
WR
|
20.55
|
2.54
|
5200
|
|
Travis Kelce
|
KCC
|
TE
|
18.87
|
1.63
|
7800
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
8.26
|
0.30
|
3800
|